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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/cxbxmxcx/GenReality/blob/master/GEN_6_ResNet_classifier.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3nbjaDFUco48"
      },
      "source": [
        "#@title INSTALLS\r\n",
        "!pip install livelossplot --quiet"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gmkmOXUXxavS"
      },
      "source": [
        "#@title IMPORTS\n",
        "import numpy as np\n",
        "import math\n",
        "import time\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "import matplotlib.pyplot as plt\n",
        "from torch.nn import functional\n",
        "from torch.utils.data import DataLoader\n",
        "from torchvision.utils import make_grid\n",
        "from torch.autograd import Variable\n",
        "from torchvision import datasets, transforms\n",
        "from IPython.display import clear_output\n",
        "from livelossplot import PlotLosses"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EY8jeddN9rYO",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e49599a1-11d3-4a70-e08d-9dcec35eac41"
      },
      "source": [
        "#@title INSPECTING DEVICE\n",
        "cuda = True if torch.cuda.is_available() else False\n",
        "print(\"Using CUDA\" if cuda else \"Not using CUDA\")"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using CUDA\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QvN52nkN96I2"
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      "source": [
        "#@title HYPERPARAMETERS AND DATALOADERS\n",
        "batch_size = 64\n",
        "epochs = 5\n",
        "learning_rate = 1e-4\n",
        "sample_interval = 100"
      ],
      "execution_count": 4,
      "outputs": []
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        },
        "outputId": "8d07229f-4afd-4433-fe42-f47bc364d9c1"
      },
      "source": [
        "#@title DOWNLOAD DATA\n",
        "import os\n",
        "os.makedirs(\"../../data/mnist\", exist_ok=True)\n",
        "dataloader = torch.utils.data.DataLoader(\n",
        "  datasets.FashionMNIST(\n",
        "    \"../../data/mnist\",\n",
        "    train=True,\n",
        "    download=True,\n",
        "    transform=transforms.Compose(\n",
        "        [transforms.ToTensor(), transforms.Normalize([0.5], [0.5])]\n",
        "    ),\n",
        "  ),\n",
        "  batch_size=batch_size,\n",
        "  shuffle=True,\n",
        ")\n",
        "\n",
        "testloader = torch.utils.data.DataLoader(\n",
        "  datasets.FashionMNIST(\n",
        "    \"../../data/mnist\",\n",
        "    train=False,\n",
        "    download=True,\n",
        "    transform=transforms.Compose(\n",
        "        [transforms.ToTensor(), transforms.Normalize([0.5], [0.5])]\n",
        "    ),\n",
        "  ),\n",
        "  batch_size=batch_size,\n",
        "  shuffle=True,\n",
        ")"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-images-idx3-ubyte.gz to ../../data/mnist/FashionMNIST/raw/train-images-idx3-ubyte.gz\n"
          ],
          "name": "stdout"
        },
        {
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          "metadata": {
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        },
        {
          "output_type": "stream",
          "text": [
            "Extracting ../../data/mnist/FashionMNIST/raw/train-images-idx3-ubyte.gz to ../../data/mnist/FashionMNIST/raw\n",
            "Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-labels-idx1-ubyte.gz to ../../data/mnist/FashionMNIST/raw/train-labels-idx1-ubyte.gz\n"
          ],
          "name": "stdout"
        },
        {
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          "data": {
            "application/vnd.jupyter.widget-view+json": {
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          },
          "metadata": {
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        },
        {
          "output_type": "stream",
          "text": [
            "Extracting ../../data/mnist/FashionMNIST/raw/train-labels-idx1-ubyte.gz to ../../data/mnist/FashionMNIST/raw\n",
            "Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-images-idx3-ubyte.gz to ../../data/mnist/FashionMNIST/raw/t10k-images-idx3-ubyte.gz\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
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              "version_minor": 0,
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              "HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))"
            ]
          },
          "metadata": {
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          }
        },
        {
          "output_type": "stream",
          "text": [
            "Extracting ../../data/mnist/FashionMNIST/raw/t10k-images-idx3-ubyte.gz to ../../data/mnist/FashionMNIST/raw\n",
            "Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-labels-idx1-ubyte.gz to ../../data/mnist/FashionMNIST/raw/t10k-labels-idx1-ubyte.gz\n",
            "\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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              "model_id": "716f3be4ff994f8fa0e94205cb2ea6ee",
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        },
        {
          "output_type": "stream",
          "text": [
            "Extracting ../../data/mnist/FashionMNIST/raw/t10k-labels-idx1-ubyte.gz to ../../data/mnist/FashionMNIST/raw\n",
            "Processing...\n",
            "Done!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/torchvision/datasets/mnist.py:480: UserWarning: The given NumPy array is not writeable, and PyTorch does not support non-writeable tensors. This means you can write to the underlying (supposedly non-writeable) NumPy array using the tensor. You may want to copy the array to protect its data or make it writeable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at  /pytorch/torch/csrc/utils/tensor_numpy.cpp:141.)\n",
            "  return torch.from_numpy(parsed.astype(m[2], copy=False)).view(*s)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yNjDGi8g-Dzz",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 630
        },
        "outputId": "c97ce1a1-3aae-4f62-ff71-37a3ce78298c"
      },
      "source": [
        "#@title PREVIEW THE IMAGES\n",
        "def imshow(img,size=10):\n",
        "  img = img / 2 + 0.5     \n",
        "  npimg = img.numpy()\n",
        "  plt.figure(figsize=(size, size))\n",
        "  plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
        "  plt.show()\n",
        "\n",
        "def to_img(x):    \n",
        "    x = x.view(x.size(0), 1, 224, 224)\n",
        "    return x\n",
        "\n",
        " # obtain one batch of training images\n",
        "dataiter = iter(dataloader)\n",
        "images, labels = dataiter.next()\n",
        "\n",
        "imshow(make_grid(images, nrow=8))"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6LmOnB_XQC79"
      },
      "source": [
        "#@title RESNET MODEL\r\n",
        "def preprocess(x):\r\n",
        "    return x.view(-1, 1, 28, 28)\r\n",
        "\r\n",
        "def conv(in_size, out_size, pad=1): \r\n",
        "    return nn.Conv2d(in_size, out_size, kernel_size=3, stride=2, padding=pad)\r\n",
        "\r\n",
        "class ResBlock(nn.Module):    \r\n",
        "    def __init__(self, in_size:int, hidden_size:int, out_size:int, pad:int):\r\n",
        "        super().__init__()\r\n",
        "        self.conv1 = conv(in_size, hidden_size, pad)\r\n",
        "        self.conv2 = conv(hidden_size, out_size, pad)\r\n",
        "        self.batchnorm1 = nn.BatchNorm2d(hidden_size)\r\n",
        "        self.batchnorm2 = nn.BatchNorm2d(out_size)\r\n",
        "    \r\n",
        "    def convblock(self, x):\r\n",
        "        x = nn.functional.relu(self.batchnorm1(self.conv1(x)))\r\n",
        "        x = nn.functional.relu(self.batchnorm2(self.conv2(x)))        \r\n",
        "        return x\r\n",
        "    \r\n",
        "    def forward(self, x): return x + self.convblock(x) # skip connection\r\n",
        "\r\n",
        "class ResNet(nn.Module):    \r\n",
        "    def __init__(self, n_classes=10):\r\n",
        "        super().__init__()\r\n",
        "        self.res1 = ResBlock(1, 8, 16, 15)\r\n",
        "        self.res2 = ResBlock(16, 32, 16, 15)\r\n",
        "        self.conv = conv(16, n_classes)\r\n",
        "        self.batchnorm = nn.BatchNorm2d(n_classes)\r\n",
        "        self.maxpool = nn.AdaptiveMaxPool2d(1)\r\n",
        "        \r\n",
        "    def forward(self, x):\r\n",
        "        x = preprocess(x)\r\n",
        "        x = self.res1(x)\r\n",
        "        x = self.res2(x) \r\n",
        "        x = self.maxpool(self.batchnorm(self.conv(x)))\r\n",
        "        return x.view(x.size(0), -1)"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UwwyHUTOVgHa",
        "outputId": "363866bf-2988-463c-d860-bc1b6fb02c9f"
      },
      "source": [
        "#@title MODEL CREATION AND SUMMARIZATION\r\n",
        "from torchsummary import summary\r\n",
        "\r\n",
        "model = ResNet()\r\n",
        "summary(model.cuda(), (1, 28, 28))"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "----------------------------------------------------------------\n",
            "        Layer (type)               Output Shape         Param #\n",
            "================================================================\n",
            "            Conv2d-1            [-1, 8, 28, 28]              80\n",
            "       BatchNorm2d-2            [-1, 8, 28, 28]              16\n",
            "            Conv2d-3           [-1, 16, 28, 28]           1,168\n",
            "       BatchNorm2d-4           [-1, 16, 28, 28]              32\n",
            "          ResBlock-5           [-1, 16, 28, 28]               0\n",
            "            Conv2d-6           [-1, 32, 28, 28]           4,640\n",
            "       BatchNorm2d-7           [-1, 32, 28, 28]              64\n",
            "            Conv2d-8           [-1, 16, 28, 28]           4,624\n",
            "       BatchNorm2d-9           [-1, 16, 28, 28]              32\n",
            "         ResBlock-10           [-1, 16, 28, 28]               0\n",
            "           Conv2d-11           [-1, 10, 14, 14]           1,450\n",
            "      BatchNorm2d-12           [-1, 10, 14, 14]              20\n",
            "AdaptiveMaxPool2d-13             [-1, 10, 1, 1]               0\n",
            "================================================================\n",
            "Total params: 12,126\n",
            "Trainable params: 12,126\n",
            "Non-trainable params: 0\n",
            "----------------------------------------------------------------\n",
            "Input size (MB): 0.00\n",
            "Forward/backward pass size (MB): 1.08\n",
            "Params size (MB): 0.05\n",
            "Estimated Total Size (MB): 1.13\n",
            "----------------------------------------------------------------\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Sd-FOHR3-gl0"
      },
      "source": [
        "#@title LOSS AND OPTIMIZER    \n",
        "loss_fn = nn.CrossEntropyLoss()\n",
        "\n",
        "if cuda:\n",
        "  model.cuda()\n",
        "  loss_fn.cuda()\n",
        "\n",
        "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)\n",
        "\n",
        "FloatTensor = torch.cuda.FloatTensor if cuda else torch.FloatTensor\n",
        "LongTensor = torch.cuda.LongTensor if cuda else torch.LongTensor"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "USBhm18jYRbu"
      },
      "source": [
        "#@title ACCURACY FUNCTION\r\n",
        "def accuracy(pred, labels):    \r\n",
        "    preds = torch.argmax(pred, dim=1)\r\n",
        "    return (preds == labels).float().mean()"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "95lA0W1W-iXu",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 690
        },
        "outputId": "dcc7f061-b1cf-40dd-978c-bfea42989ec2"
      },
      "source": [
        "#@title TRAINING\n",
        "groups = {'loss': ['test_loss', 'train_loss'], 'accuracy': ['test_acc', 'train_acc']}\n",
        "liveloss = PlotLosses(groups=groups)\n",
        "history = {}\n",
        "batches = 0\n",
        "for epoch in range(epochs):    \n",
        "  train_loss = 0.0 \n",
        "  for images, labels in dataloader:       \n",
        "        \n",
        "    # Configure input        \n",
        "    #labels = functional.one_hot(labels, num_classes=10)\n",
        "    labels = Variable(labels.type(LongTensor))\n",
        "    optimizer.zero_grad()        \n",
        "    predicted = model(images.cuda())  \n",
        "    #print(generated, labels)           \n",
        "    loss = loss_fn(predicted, labels)\n",
        "    acc = accuracy(predicted, labels)\n",
        "    loss.backward()\n",
        "    optimizer.step()\n",
        "    batches += 1\n",
        "    history[\"train_loss\"] = loss.item()\n",
        "    history[\"train_acc\"] = acc * 100\n",
        "    if batches % sample_interval == 0:\n",
        "      dataiter = iter(testloader)\n",
        "      images, labels = dataiter.next()\n",
        "      preds = model(images.cuda())\n",
        "      labels = Variable(labels.type(LongTensor))\n",
        "      tloss = loss_fn(preds, labels)\n",
        "      history[\"test_loss\"] = tloss.item()\n",
        "      history[\"test_acc\"] = accuracy(preds, labels) * 100\n",
        "      liveloss.update(history)\n",
        "      liveloss.send()\n",
        "           \n",
        "    "
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "accuracy\n",
            "\ttest_acc         \t (min:   31.250, max:   95.312, cur:   79.688)\n",
            "\ttrain_acc        \t (min:   26.562, max:   90.625, cur:   84.375)\n",
            "Loss\n",
            "\ttest_loss        \t (min:    0.227, max:    2.476, cur:    0.535)\n",
            "\ttrain_loss       \t (min:    0.300, max:    2.232, cur:    0.514)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZNgxgkLXZwVt"
      },
      "source": [
        "#@title MORE IMAGE HELPERS\r\n",
        "def im_show(img):   \r\n",
        "    img = np.transpose(img, (1, 2, 0)) # convert from Tensor image\r\n",
        "    img = np.squeeze(img)    \r\n",
        "    plt.imshow(img)  \r\n",
        "    \r\n",
        "# specify the image classes\r\n",
        "classes = ('T-Shirt','Trouser','Pullover','Dress','Coat','Sandal','Shirt','Sneaker','Bag','Ankle Boot')\r\n",
        "\r\n",
        "def plot_images(images, labels, no):  \r\n",
        "  rows = int(math.sqrt(no))\r\n",
        "  plt.ion()\r\n",
        "  fig = plt.figure(figsize=(rows*2, rows*2))      \r\n",
        "  for idx in np.arange(no):\r\n",
        "      ax = fig.add_subplot(rows, no/rows, idx+1, xticks=[], yticks=[])\r\n",
        "      im_show(images[idx])\r\n",
        "      ax.set_title(classes[labels[idx]]) \r\n",
        "  time.sleep(0.1)\r\n",
        "  plt.pause(0.0001)  "
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 612
        },
        "id": "nLcEiMesfhA5",
        "outputId": "332b0449-8e32-45a8-dbba-c5ee931d3c08"
      },
      "source": [
        "#@title VISUAL VALIDATION\r\n",
        "dataiter = iter(testloader)\r\n",
        "images, labels = dataiter.next()\r\n",
        "\r\n",
        "preds = model(images.cuda())\r\n",
        "values, indices = torch.max(preds, 1)\r\n",
        "print(f\"accuracy {accuracy(preds, labels.cuda()).item()*100}%\")\r\n",
        "plot_images(images.cpu().numpy(), indices.cpu().numpy(), 25)"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "accuracy 92.1875%\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 25 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}